Tech
Computer scientists are boosting US cybersecurity
As cyber threats grow more sophisticated by the day, UC Riverside researchers are making computing safer thanks to research that targets some of the internet’s most pressing security challenges.
UCR computer science and engineering students and faculty in the Marlan and Rosemary Bourns College of Engineering are developing tools to expose hidden vulnerabilities, protect private data, and strengthen the digital defenses that safeguard everything from personal communications to national infrastructure.
Their work is on the forefront of cybersecurity innovation—and underscores the critical role of federal investment in higher education research.
“Cybersecurity impacts every aspect of our lives, from personal privacy to national security. At UC Riverside, with support from federal grants, we’re training the next generation of computer scientists and engineers who are already making the internet and IT systems safer for everyone,” said Amit Roy-Chowdhury, a Bourns professor and co-director of the UC Riverside Artificial Intelligence Research and Education (RAISE) Institute.
Here are examples of computer security innovations published and presented at conferences this year:
Protecting data in AI learning
As artificial intelligence spreads into health care, finance, and government, privacy is paramount. But UCR graduate student Hasin Us Sami discovered that even methods designed to keep sensitive information safe can be compromised.
His paper, “Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning”, posted to the arXiv preprint server, shows that adversaries can reconstruct private images from a training process called federated learning that was thought to be safer. Federated learning lets users train AI models on their own devices without sharing raw data.
For example, several hospitals may want to team up to develop AI models that detect diseases from patient tissue image scans. The research found that attackers could reverse-engineer data from the information that is shared and demonstrated how malicious servers could retrieve private images during training from state-of-the-art learning architectures, underscoring the urgent need for stronger defenses. The work was recognized at the 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, one of the top gatherings of AI researchers.
His paper was co-authored by graduate student Swapneel Sen, professors Amit K. Roy-Chowdhury and Srikanth V. Krishnamurthy, and assistant professor Basak Guler.
Unmasking firewall weaknesses
Research by graduate student Qing Deng focused on firewalls that millions rely on for protection. In the paper “Beyond the Horizon: Uncovering Hosts and Services Behind Misconfigured Firewalls,” published in the 2025 IEEE Symposium on Security and Privacy (SP), Deng and colleagues revealed that small configuration mistakes could open the door to cyber intruders.
By scanning the internet for unusual access points, Deng uncovered more than 2 million hidden services exposed by misconfigured firewalls—ranging from outdated servers to vulnerable home routers. These flaws, though overlooked for years, create what the team calls an “expanded observable internet,” a larger attack surface than security experts previously realized. The paper was co-authored by graduate students Juefei Pu, Zhaoweo Tan, and professors Zhiyun Qian and Srikanth V. Krishnamurthy.
Detecting invisible network flaws
For doctoral student Keyu Man, the threat of invisible “side-channel” attacks is a high priority. These attacks exploit subtle quirks in network protocols to allow hackers to hijack connections in a commonly used kind of server.
Known as “domain name system” servers, these computers translate human-friendly domain names into machine-readable IP addresses, allowing devices to find and connect to the right server.
Man co-authored the paper “SCAD: Towards a Universal and Automated Network Side-Channel Vulnerability Detection,” also published in the 2025 IEEE Symposium on Security and Privacy (SP), which introduces a tool called Side-ChAnnel Detector, or SCAD, to automatically uncover weaknesses in widely used operating systems like Linux and FreeBSD. Unlike previous methods that required weeks of painstaking manual work, SCAD can identify flaws in a single day of analysis.
Man’s research revealed 14 vulnerabilities—seven previously unknown—that could have been exploited for devastating cyberattacks. By automating the process, SCAD could change how industry protects critical online infrastructure.
The co-authors of this study include graduate students Zhongjie Wang, Yu Hao, Shenghan Zheng, Xin’an Zhou, Yue Cao, and professor Zhiyun Qian.
More information:
Hasin Us Sami et al, Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning, arXiv (2025). DOI: 10.48550/arxiv.2506.04453
Qing Deng et al, Beyond the Horizon: Uncovering Hosts and Services Behind Misconfigured Firewalls, 2025 IEEE Symposium on Security and Privacy (SP) (2025). DOI: 10.1109/sp61157.2025.00164
Keyu Man et al, SCAD: Towards a Universal and Automated Network Side-Channel Vulnerability Detection, 2025 IEEE Symposium on Security and Privacy (SP) (2025). DOI: 10.1109/sp61157.2025.00068
Citation:
Computer scientists are boosting US cybersecurity (2025, September 19)
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from https://techxplore.com/news/2025-09-scientists-boosting-cybersecurity.html
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Tech
Ceramic material pair could unlock potential of safer, longer-lasting solid-state batteries
A team of four universities and three national laboratories, led by The University of Texas at Austin, developed a new approach for solid-state batteries, improving their performance while reducing the manufacturing costs. Solid-state batteries are an emerging energy storage technology that could unlock enhanced performance for drones, electronics and electric vehicles.
“The biggest game in town for next-generation batteries is making them all solid-state, allowing for improved safety and higher energy,” said David Mitlin, professor in the Cockrell School of Engineering’s Walker Department of Mechanical Engineering and the lead investigator on the new research published in Nature Materials. “However, much more work is needed before all solid-state batteries may be widely commercialized.”
Today, most lithium-ion batteries use an organic liquid electrolyte, a maple-syrup-like substance that allows lithium ions to reversibly shuttle back and forth inside the battery. Despite being technologically mature, liquid electrolytes are the hydrocarbon “fuel” in the oft-reported battery fires.
Solid, ceramic-based electrolytes reduce fire risks, eliminating the hydrocarbon fuel that sustains battery thermal runaway reactions. However, ceramic electrolytes face their own hurdles, including high costs, challenging quality control during manufacturing and premature failure due to metal filament (termed dendrite)–induced short-circuiting.
Oxide ceramics based on the garnet structure are key materials for all solid-state batteries. Garnet’s unique structure allows lithium ions to move quickly and efficiently, making it ideal for energy storage. But even garnet has struggled to overcome the dendrite problem, which is directly linked to the formation of small cracks inside the electrolyte.
Like a jeweler refining a gemstone, the researchers have polished the garnet to reveal its full potential. Dispersing micro-scale zirconia particles throughout the garnet grains suppresses both the cracking and the dendrites.
This method is based on carbide additives, which exothermically decompose during fabrication, inputting additional heat into the synthesis reaction. This creates an additional benefit of reducing the manufacturing cost by lowering the external temperature needed for processing.
“Zirconia really pulls double duty here,” said Yixian Wang, postdoctoral researcher in Mitlin’s lab, who is the co-lead author. “It helps densify the material while also preventing those pesky lithium dendrites from forming. It’s a win–win for battery performance and safety.”
In tests, the zirconia-modified garnet achieved nearly double the critical current density—the maximum current it can handle before short-circuiting—compared to unmodified garnet. This means batteries using this material can operate at higher power levels without compromising safety.
While battery science is the driving force of this research, the results may be applied to a wide variety of manufacturing sectors for high-quality ceramics, where defect control is essential.
More information:
Vikalp Raj et al, Grain boundary zirconia-modified garnet solid-state electrolyte, Nature Materials (2025). DOI: 10.1038/s41563-025-02374-9
Citation:
Ceramic material pair could unlock potential of safer, longer-lasting solid-state batteries (2025, November 4)
retrieved 4 November 2025
from https://techxplore.com/news/2025-11-ceramic-material-pair-potential-safer.html
This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.
Tech
It’s Been a Year Since Trump Was Elected. Democrats Still Don’t Get the Internet
After losing big in 2024, Democrats promised a digital reckoning.
But 12 months out from that devastating slate of losses, Democratic digital programs are still plagued by the same issues that doomed them last year. Despite millions of dollars in influencer investments and “lessons learned” memos, party insiders say Democrats are still stuck running social media programs that strive for authenticity, but often clash with the party’s unrelenting desire to maintain control.
“I can’t, for the life of me, figure out why we are still so rigid and moderating everything when we have nothing to lose for the first time,” says one Democratic digital strategist, who requested anonymity to speak candidly. “All of the threats of fascism and right-wing takeover. It’s all here.”
This aversion to risk has made it difficult for Democrats to innovate. In June, the Democratic National Committee launched a new YouTube show called The Daily Blueprint. In a statement, DNC chair Ken Martin said that the show—which runs news headlines and interviews with party officials in an attempt to be MSNBC-lite—“cements our commitment to meet this moment and innovate the ways we get our message across a new media landscape.”
The show, hosted by DNC deputy communications director Hannah Muldavin, has brought in only around 16,000 views total across more than 100 episodes since its launch.
“We’re focused on reaching as many people as possible, and we’ve made huge progress this year in expanding our reach,” a spokesperson from the DNC tells WIRED. “Since January, the DNC has seen enormous follower growth on high-traffic platforms like TikTok and Instagram, accruing over 3.8 billion impressions across our accounts. We are building relationships with hundreds of creators so that the Democratic Party is a constant presence on voters’ feeds, cutting across interests and backgrounds. We’re investing now in building an innovative digital program that will continue to grow cycle after cycle.”
But to some Democratic strategists, The Daily Blueprint is emblematic of how the party continues to promote its least effective digital communicators. Since the government shut down earlier this month, Senate minority leader Chuck Schumer has hosted a string of highly-produced videos that have barely registered outside of the Washington, DC, ecosystem. “If you are not willing to take swings or throw shit against the wall in this moment, then when are you going to do that?” says Ravi Mangla, the national press secretary for the Working Families Party, a small progressive party already critical of the Democratic National Committee. (Schumer’s Senate office did not immediately respond to a request for comment.)
Younger Democratic operatives say the issue stems from a broader culture of gatekeeping not just who is allowed to speak on behalf of the party, but what the content coming out of official channels looks like. The people approving content are “not young people and they’re not posters,” says Organizermemes, a creator and digital strategist. “They can’t explain why things [online] went well. Their ‘theory of mind’ is often fundamentally wrong because they don’t engage with the actual doing of it.”
Tech
UV light holds promise for energy-efficient desalination
A team of UC Riverside researchers has uncovered a potential breakthrough in solar desalination that could reduce the need for energy-intensive saltwater treatment.
Led by Luat Vuong, an associate professor of mechanical engineering in UCR’s Marlan and Rosemary Bourns College of Engineering, the team has demonstrated for the first time how the highest frequencies of sunlight—specifically invisible ultraviolet (UV) light—can break the stubborn bonds between salt and water.
“To our knowledge, nobody else has yet articulated this deep UV channel for salt-water separation,” Vuong said. “UV light in the wavelength range of 300–400 nanometers is used for disinfection, but this deep UV channel, around 200 nanometers, is not well known. We may be the first to really think about how you can leverage it for desalination.”
While much work remains before practical applications are developed, the discovery provides a clear path for further research and innovation.
Published in ACS Applied Materials & Interfaces, the study by Vuong and her colleagues details how the team made a wick from aluminum nitride—a hard, white ceramic—to separate salt from water by harnessing specific light wavelengths that interact with salt water without heating the bulk liquid.
Unlike traditional solar desalination methods, which rely on dark materials to absorb heat and boil water, Vuong’s approach could bypass the need for thermal processes altogether.
The experiments involved placing pairs of ceramic wicks in an enclosed chamber, with each allowed to equilibrate or adjust to similar environmental conditions. Under UV light, evaporation rates of salt water increased significantly compared to control samples kept in the dark or exposed to red, yellow, or infrared light.
“Aluminum nitride is well suited for emitting UV light due to its crystalline structure,” Vuong explained.
The material may be triggering a process called “photon upconversion,” in which low-energy photons combine into a single high-energy photon. That upconverted photon delivers a more powerful punch, potentially strong enough to break the salt-water bonds.
If this upconversion process occurs without generating excess heat, which is yet to be determined, the approach could offer a non-photothermal alternative to traditional solar desalination systems that boil or heat salt water to produce vapor, which then condenses into fresh water.
Such solar systems also could reduce the heavy electricity demands of reverse osmosis systems, which use high-pressure pumps to force salt water through membranes. The system could also address the concentrated reverse-osmosis brine waste, which is toxic to marine life when discharged into waterways.
Other potential applications for the wicking approach may be for other waste management processes, harvesting minerals in extreme environments, or replacing “swamp” coolers with salt water evaporation systems.
Still, Vuong emphasized that further research is needed before aluminum nitride-based solar desalination systems can be engineered for widespread use.
“Other materials may be designed to be just as effective, but aluminum nitride is practical. It is inexpensive, widely available, non-toxic, highly hydrophilic, and durable,” Vuong said.
Moving forward, Vuong’s group is designing system architectures, fabrication processes, and spectroscopic tools to better understand and enhance light-driven evaporation.
More information:
Navindra Singh et al, Spectrum Selective Interfaces and Materials toward Nonphotothermal Saltwater Evaporation: Demonstration with a White Ceramic Wick, ACS Applied Materials & Interfaces (2025). DOI: 10.1021/acsami.5c12331
Citation:
UV light holds promise for energy-efficient desalination (2025, November 4)
retrieved 4 November 2025
from https://techxplore.com/news/2025-11-uv-energy-efficient-desalination.html
This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.
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